AI Visibility Scorecard
authorharness.com · Media & Entertainment
Borderline visible. AI bots can crawl Author Harness — Your AI Publishing Back Office, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 1 times
Claude
#1,297,734 of 1,966,161 in Media & Entertainment for AI visibility
4
AEO Visibility
iBorderline · 4.1/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"An author harness handles every function of a modern publishing back office, research, story bibles, continuity audits, fact-checking, manuscript formatting, metadata, sales overview." That is how Author Harness Your AI Publishing Back Office introduces itself. When AI engines look at it, they find little to work with. It scores 4.1 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.1/10, Author Harness — Your AI Publishing Back Office is crawlable but under-signaled - fixable, and the signals above are where to start.
A back office — or a tool stack?
Indie authors have spent a decade assembling tool stacks: one app for the bible, one for the draft, one for the research, one for the formatting, one for the metadata, one for the backup. Each one a separate subscription, each one a separate place to look, none of them talking to each other. A harness collapses the stack.
Is this your brand?
The exact fixes for Author Harness — Your AI Publishing Back Office
Which AI engines already crawl you
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The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Scored by Engagemii on September 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/authorharness
Cite this score: Engagemii (2026). "AEO Score for Author Harness — Your AI Publishing Back Office." Retrieved from https://engagemii.com/aeo/brands/authorharness
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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